Asst.Prof.Dr. Saichon Jaiyen |
|
Present Position :
Email : saichon.jai@sit.kmutt.ac.th Tel : 0-2470-9817 |
Academic Background
- Ph.D. (Computer Science)
2011, Chulalongkorn University - M.Sc. (Computational Science)
2004, Chulalongkorn University - B.Sc. (Mathematics)
2000, Kasetsart University
Teaching Experience
- Artificial Intelligence
- Artificial Neural Networks and Deep Learning
- Machine Learning
Research Interests
- Artificial Intelligence
- Machine Learning
- Artificial Neural Networks
- Deep Learning
Certificates
- Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning, April 2020, Coursera
- Neural Networks and Deep Learning, August 2017, Coursera
- Microsoft Professional Orientation: Data Science, Jun 2017, Microsoft Corporation
- Introduction to Python for Data Science, March 2017, Microsoft Corporation
Publications
- Wattanakitrungroj, N., Wijitkajee, P., Jaiyen, S., Sathapornvajana, S., and Tongman, S. ,2024 , Enhancing Supervised Model Performance in Credit Risk Classification Using SamplingStrategies and Feature Ranking, Big Data and Cognitive Computing, , Vol. 8 Iss.3, : Mar 2024, Switzerland, pp.1-22, https://doi.org/10.3390/bdcc8030028
- Jitkajornwanicha,K., Vijaranakul, N., Jaiyen, S., Srestasathiern, P., and Lawawirojwong, S.,2024 , Enhancing risk communication and environmental crisis management through satellite imagery and AI for air quality index estimation, MethodsX, , Volume 12 In progress (June 2024), : Jun 01,2024, Netherlands, pp.1-21, https://doi.org/10.1016/j.mex.2024.102611
- Chomklin, A., Jaiyen, S., and Wattanakitrungroj, N.,2023 , A Survey of AI Techniques based on Predictive Maintenance in Lean Manufacturing, Conference in Management: Winter, (CiM), 5th, : Dec 16,2023, Nakhon Si Thammarat, Thailand, pp.1-14, https://wjst.wu.ac.th/index.php/stssp
- Thananukhun, K., Jaiyen, S., Jitkajornwanich, K., and Hanskunatai, A.,2023 , Question Classification for Thai Conversational Chatbots Using Artificial Neural Networks and Multilingual BERT Models, International Conference on Knowledge and Smart Technology, (KST), 15th, : Feb 21-24, 2023, Phuket, Thailand, pp.1-4, DOI:10.1109/KST57286.2023.10086784
- Claypo, N., Jaiyen, S., and Hanskunatai, A.,2023 , Inspection System for Glass Bottle Defect Classification based on Deep Neural Network, International Journal of Advanced Computer Science and Applications, , Vol.14, No.7, : Jul 1,2023, United Kingdom, pp.339-348, https://thesai.org/Downloads/Volume14No7/Paper_38-Inspection_System_for_Glass_Bottle_Defect_Classification.pdf
- Claypo, N., Jaiyen, S., and Hanskunatai, A.,2023 , Face Spoofing Detection Based on Deep Feature Extraction and Instance-Based Classification, ICIC Express Letters, , Vol.17, No2,, : Feb 2, 2023, Japan, pp.235?244, DOI:10.24507/icicel.17.02.235
- Siam, Y., Khajontantichaikun, T., Watanapa, B., Jaiyen, S., Vanijja, V., Mongkolnam, P., Likitthanasate, P.,and Treerattanaphan, C.,2023 , Comparing and Normalizing the Measurement of Step Counts and Heart Rates of Selected Wristbands and Smartwatches, International Computer Science and Engineering Conference, (ICSEC2023), 27th, : Sep 13,2023, Surat Thani, Thailand, pp.371-376, DOI:10.1109/ICSEC59635.2023.10329731
- Mudaser, M., Krathu, W., and Jaiyen, S.,2023 , Automated Ensemble Deep Learning for Chest X-Ray Covid-19 Image Classification using Multiple Hyperparameter Optimizations, International Computer Science and Engineering Conference, (ICSEC2023), 27th, : Sep 13,2023, Surat Thani, Thailand, pp.348-353, DOI:10.1109/ICSEC59635.2023.10329679
- Pichaiyuth, P., Termnuphan, P., Triyason, T.,Rojanapornpun, O.,and Jaiyen, S.,2023 , Price Trend Forecasting of Cryptocurrency Using Multiple Technical Indicators and SHAP, International Joint Conference on Computer Science and Software Engineering, (JCSSE2023), 20th, : Jun 28- Jul 01, 2023, Phitsanulok, Thailand, pp.150-154, DOI:10.1109/JCSSE58229.2023.10201984
- Sukreep, S., Nukoolkit, C., Yamsaengsung, S., Khajontantichaikun, T., Mongkolnam, P., Jaiyen, S., Chongsuphajaisiddhi, V., and Dajpratham, P.,2023 , Recognizing Fall Risk Factors with Convolutional Neural Network, International Joint Conference on Computer Science and Software Engineering, (JCSSE2023), 20th, : Jun 28- Jul 01, 2023, Phitsanulok, Thailand, pp.391- 396, DOI:10.1109/JCSSE58229.2023.10202147
- Khajontantichaikun, T., Jaiyen, S., Yamsaengsung, S., Mongkolnam, P., and Chirapornchai, T.,2023 , Facial Emotion Detection for Thai Elderly People using YOLOv7, International Conference on Knowledge and Smart Technology, (KST2023), 15th, : Feb 21-24,2023, Phuket, Thailand, pp.1-4, DOI:10.1109/KST57286.2023.10086786
- Khajontantichaikun, T., Jaiyen, S., Yamsaengsung, S., Mongkolnam, P., and Ninrutsirikun, U.,2022 , Emotion Detection of Thai Elderly Facial Expressions using Hybrid Object Detection, International Computer Science and Engineering Conference, (ICSEC2022), 26th, : Dec 21-23, 2022, Sakon Nakhon, Thailand, pp 1-5, DOI:10.1109/ICSEC56337.2022.10049334
- Vajeethaveesin, T., Panboonyuen, T., Lawawironjwong, S., Srestasathiern, P., Jaiyen, S, and Jitkajornwanich, K.,2022 , A Performance Comparison between GIS-based and Neuron Network Methods for Flood Susceptibility Assessment in Ayutthaya Province, TRENDS IN SCIENCES, , Vol.19, No.2 , : Jan 15, 2022, Nakhon Si Thammarat, pp.1-19, https://doi.org/10.48048/tis.2022.2038
- Sanboon, T., Keatruangkamala, K., and Jaiyen, S.aichon ,2019 , A Deep Learning Model for Predicting Buy and Sell Recommendations in Stock Exchange of Thailand using Long Short-Term Memory, International Conference on Computer and Communication Systems, (ICCCS), 4th, : Jul 23, 2019, Singapore, pp.757-760, DOI:10.1109/CCOMS.2019.8821776
- Grodniyomchai, B., Chalapat, K., Jitkajornwanich, K., and Jaiyen, S.,2019 , A Deep Learning Model for Odor Classification Using Deep Neural Network, International Conference on Engineering, Applied Sciences and Technology, (ICEAST), 5th, : Jul 2, 2019, Luang Prabang, Laos, DOI:10.1109/ICEAST.2019.8802538
- Sornsuwit, P. and Jaiyen, S.,2019 , A New Hybrid Machine Learning for Cybersecurity Threat Detection Based on Adaptive Boosting, Applied Artificial Intelligence, , Vol.33, Issue 5, : Mar 1, 2019, pp.462-482, DOI:10.1080/08839514.2019.1582861
- Thongsuwan, S., Agarwal, P., and Jaiyen, S.,2019 , A Deep One-Pass Learning based on Pre-Training Weights for Smartphone-Based Recognition of Human Activities and Postural Transitions, Communications in Mathematics and Applications, , Vol. 10, No.3, : 2019, pp.541?560, DOI:10.26713/cma.v10i3.1269
- Thakong, M., Phimoltares, S., Jaiyen, S., and Lursinsap, C.,2018 , One-pass-throw-away learning for cybersecurity in streaming non-stationary environments by dynamic stratum network, PLOS ONE, , : Sep 6, 2019, https://doi.org/10.1371/journal.pone.0202937
- Claypo, N. , Hanskunatai, A., and Jaiyen,S.,2017 , A New Streaming Learning for Stream Chunk Data Classification Based on Incremental Learning and Adaptive Boosting Algorithm, International Conference on Computing and Information Technology, (IC2IT), , : Jul 5-6, 2017, Bangkok, Thailand, pp 160-168, DOI:https://doi.org/10.1007/978-3-319-60663-7_15
- Thakong, M., Phimoltares, S., Jaiyen, S., and Lursinsap, C.,2017 , Fast Learning and Testing for Imbalanced Multi-Class Changes in Streaming Data by Dynamic Multi-Stratum Network, IEEE Access, , Vol. 5, : Jun 9, 2017, pp.10633-10648, DOI:10.1109/ACCESS.2017.2714345
- Ruangthong, P. and Jaiyen, S.,2016 , Hybrid Ensembles of Decision Trees and Bayesian Network for Class Imbalance Problem, International Conference on Knowledge and Smart Technology, (KST), 8th, : Feb 3, 2016, ChiangMai, Thailand, DOI:10.1109/KST.2016.7440523
- Claypo, N. and Jaiyen, S.,2016 , Automatic Keyword Selection for Sentiment Analysis Using Class Dependency and Dissimilarity, International Joint Conference on Computer Science and Software Engineering, (JCSSE), 13th, : Jul 13, 2016, Khon Kaen, Thailand, DOI:10.1109/JCSSE.2016.7748840
- Ruangpaisarn, Y. and�Jaiyen, S.,2015 , sEMG Signal Classification Using SMO Algorithm and Singular Value Decomposition, International Conference on Information Technology and Electrical Engineering, (ICITEE), 7th, : Oct 29, 2015, Chiang Mai, Thailand, DOI:10.1109/ICITEED.2015.7408910
- Ployphan Sornsuwit, and Saichon Jaiyen,2015 , Intrusion Detection Model Based on Ensemble Learning for U2R and R2L Attacks, International Conference on Information Technology and Electrical Engineering, (ICITEE), 7th, : Oct 29, 2015, Chiang Mai, Thailand, DOI:10.1109/ICITEED.2015.7408971
- Chairatanasongporn, N. and Jaiyen, S.,2015 , A Hybrid Ensemble of Machine and Statistical Learning Using Confidence-Based Boosting, International Conference on Information Technology and Electrical Engineering, (ICITEE), 7th, : Oct 29, 2015, Chiang Mai, Thailand, DOI:10.1109/ICITEED.2015.7408909
- Petprasit, W. and Jaiyen, S.,2015 , Web Content Extraction Based on Subject Detection and Node Density, International Conference on Knowledge and Smart Technology, (KST), 7th, : Jan 28, 2015, Chonburi, Thailand, DOI:10.1109/KST.2015.7051455
- Claypo, N. and Jaiyen, S.,2015 , Opinion Mining for Thai Restaurant Reviews using K-Means Clustering and MRF Feature Selection, International Conference on Knowledge and Smart Technology, (KST), 7th, : Jan 28, 2015, Chonburi, Thailand, DOI:10.1109/KST.2015.7051469
- Suwan, T., Jaiyen, S., and Wiangsripanawan, R.,2015 , Edited Audio Detection using Ensemble Learning, International Conference on Knowledge and Smart Technology, (KST), 7th, : Jan 28, 2015, Chonburi, Thailand, DOI:10.1109/KST.2015.7051474
- Petprasit, W. and Jaiyen,S.,2015 , E-Commerce Web Page Classification Based on Automatic Content Extraction, International Joint Conference on Computer Science and Software Engineering, (JCSSE), 12th, : Jun 22, 2015, Songkhla, Thailand, DOI:10.1109/JCSSE.2015.7219773
- Ruangthong, P. and Jaiyen, S.,2015 , Bank Direct Marketing Analysis of Asymmetric Information Based on Machine Learning, International Joint Conference on Computer Science and Software Engineering, (JCSSE), 12th, : Jun 22, 2015, Songkhla, Thailand, DOI:10.1109/JCSSE.2015.7219777
- Claypo, N. and Jaiyen,S.,2015 , A New Feature Selection Based on Class Dependency and Feature Dissimilarity, International Conference on Advanced Informatics: Concepts, Theory and Applications, (ICAICTA), 2nd, : Aug 19, 2015, Chonburi, Thailand, DOI:10.1109/ICAICTA.2015.7335366
- Charleonnan,A. and Jaiyen, S.,2015 , A New Ensemble Model based on Linear Mapping, Nonlinear Mapping, and Probability Theory for Classification Problems, International Joint Conference on Computer Science and Software Engineering, (JCSSE), 12th, : Jun 22, 2015, Songkhla, Thailand, DOI:10.1109/JCSSE.2015.7219776
- Claypo, N. and Jaiyen,S.,2014 , Opinion Mining for Thai Restaurant Reviews using Neural Networks and mRMR Feature Selection, International Computer Science and Engineering Conference, (ICSEC), , : Jul 30, 2014, Khon Kaen, Thailand, DOI:10.1109/ICSEC.2014.6978229
- Thakong, M., Phimoltares, S., Jaiyen, S., and Lursinsap, C.,2013 , One-Pass-Throw-Away Learning Algorithm Based on Hybridization of LDA and PCA, International Conference on Information Science and Applications, (ICISA), , : Jun 3, 2013, Pattaya, Thailand, DOI:10.1109/ICISA.2013.6579447
- Jaiyen, S., Lursinsap, Chi.dchanok, and Phimoltares, S.,2010 , A Very Fast Neural Learning for Classification Using Only New Incoming Datum, IEEE Transactions on Neural Networks, , Vol.21, Issue 3, : Mar 3, 2010, pp.381-392, DOI:10.1109/TNN.2009.2037148
- Jaiyen,S., Lursinsap, C., and Phimoltares, S.,2009 , A Versatile Hyper-Ellipsoidal Basis Function for Function Approximation in High Dimensional Space, International Symposium on Neural Networks, (ISNN2009), 6th, : May 26-29, 2009, Wuhan, China, pp.756-765, DOI:10.1007/978-3-642-01507-6_85